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Paper Citation Record · LEDGER

STAR: A Spatial-Topology Aware Routing Framework for Generalizable 3D Scene Understanding

As of 18 August 2026, this Paper Citation Record lists 63 of 63 outbound references and 0 inbound Pith citation observations for arXiv:2608.11699.

A citation records a reference. It does not transfer a finding from one paper to another.

pith.paper-citation-record.v1
2608.11699 v1

Coverage vector

measured 63 of 63 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-16T00:34:40.740102Z

measured 63 of 63 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-18T06:34:40.430872+00:00

measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

A source-named dated measurement, never combined with another source.

Source: cited_works

Reference resolution

63 of 63 outbound references displayed

  • verified exact5
  • verified fuzzy34
  • unresolved24
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation b77e5efc-f083-43dc-bad5-f9cbb1675e3e · outbound

This paper cites 3d semantic parsing of large-scale indoor spaces.

STAR: A Spatial-Topology Aware Routing Framework for Generalizable 3D Scene Understanding 3d semantic parsing of large-scale indoor spaces

Reference 1

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T00:34:40.535563Z digest=sha256:74c2adfaae9c41be7c1ca3b28f301e550085a52ab470ec8c997ee98147a7427a

Observation f1c65ade-027b-4474-814b-3b5636b46319 · outbound

This paper cites ARKitScenes: A Diverse Real-World Dataset For 3D Indoor Scene Understanding Using Mobile RGB-D Data.

STAR: A Spatial-Topology Aware Routing Framework for Generalizable 3D Scene Understanding ARKitScenes: A Diverse Real-World Dataset For 3D Indoor Scene Understanding Using Mobile RGB-D Data

Reference 2

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T00:34:40.539314Z digest=sha256:eba1d4cd28282245495c64089c2f647e6f993dbb552e6678d0c3eab95e38332d

Observation b91323b1-41a8-41a7-991e-0e99fca9090c · outbound

This paper cites nuscenes: A multi- modal dataset for autonomous driving.

STAR: A Spatial-Topology Aware Routing Framework for Generalizable 3D Scene Understanding nuscenes: A multi- modal dataset for autonomous driving

Reference 3

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T00:34:40.544018Z digest=sha256:455a9b9d48323f9452ccc8c8d9597b5b7deaeede037b11deb22f406c3b14f595

Observation e50c2633-2d43-4211-af2b-dfb755d32b9d · outbound

This paper cites Unsupervised learn- ing of visual features by contrasting cluster assignments.

STAR: A Spatial-Topology Aware Routing Framework for Generalizable 3D Scene Understanding Unsupervised learn- ing of visual features by contrasting cluster assignments

Reference 4

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T00:34:40.547556Z digest=sha256:2a8054608e7f6067d9395566d430917c1db6f1edfc97336e4b44b189334628d7

Observation 3cf6f4df-d9fe-4d0a-b197-e2228f35c20e · outbound

This paper cites Matterport3D: Learning from RGB-D Data in Indoor Environments.

STAR: A Spatial-Topology Aware Routing Framework for Generalizable 3D Scene Understanding Matterport3D: Learning from RGB-D Data in Indoor Environments

Reference 5

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T00:34:40.550851Z digest=sha256:d1b1ff7cba0cb18d9dc9779dc92cabf28c314c7e1b02b258388068f05f779179

Observation adb1b6fe-f1f7-468a-a60a-2f1cf5ef348d · outbound

This paper cites Point-moe: Towards cross-domain general- ization in 3d semantic segmentation via mixture-of-experts.

STAR: A Spatial-Topology Aware Routing Framework for Generalizable 3D Scene Understanding Point-moe: Towards cross-domain general- ization in 3d semantic segmentation via mixture-of-experts

Reference 6

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-16T00:34:40.554419Z digest=sha256:984f8130f4700bf33e0da4441d08be07a04bd1c90b225deae94c32b8d3dbfd9c

Observation b6d7227a-9a7e-4164-be6f-12c19a2f3312 · outbound

This paper cites Transiff: An instance-level feature fusion framework for vehicle- infrastructure cooperative 3d detection with transformers.

STAR: A Spatial-Topology Aware Routing Framework for Generalizable 3D Scene Understanding Transiff: An instance-level feature fusion framework for vehicle- infrastructure cooperative 3d detection with transformers

Reference 7

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-16T00:34:40.557989Z digest=sha256:e3fd83090d5cfda70dd42f9cd5d179c5276b09eaa53714858aa4c0a7b3b6f8a2

Observation ae1b4b91-547e-4c61-9f14-68c52dbf52b2 · outbound

This paper cites Scannet: Richly-annotated 3d reconstructions of indoor scenes.

STAR: A Spatial-Topology Aware Routing Framework for Generalizable 3D Scene Understanding Scannet: Richly-annotated 3d reconstructions of indoor scenes

Reference 8

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raw_fallback, observed 2026-08-16T00:34:41.416913Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-16T00:34:40.561157Z digest=sha256:3dcfed8000ab26a38296d016ac84dcfd1b188cdba8783ec6d9f12ded9c9590d0

Observation 8397f5c3-64d7-4323-a8b8-33d5b3bfaf8b · outbound

This paper cites Generalizable person re-identification with relevance-aware mixture of experts.

STAR: A Spatial-Topology Aware Routing Framework for Generalizable 3D Scene Understanding Generalizable person re-identification with relevance-aware mixture of experts

Reference 9

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-16T00:34:40.564356Z digest=sha256:43ff7817700f38ae1cca597ab63473aa9c531aaaeee33b49cc78ac22f7549234

Observation 68f43098-7bbd-41a1-9695-28aa5bdf258b · outbound

This paper cites Switch transformers: Scaling to trillion parameter models with sim- ple and efficient sparsity.JMLR, 2022.

STAR: A Spatial-Topology Aware Routing Framework for Generalizable 3D Scene Understanding Switch transformers: Scaling to trillion parameter models with sim- ple and efficient sparsity.JMLR, 2022

Reference 10

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-16T00:34:40.567664Z digest=sha256:55702945f53c32bfd59d83dcb8919d5d9280c8ad4d1bf636921867cbe212e215

Observation 1b5fdeae-3dba-4382-9bfd-6fb8ff77b393 · outbound

This paper cites 3d-front: 3d furnished rooms with layouts and semantics.

STAR: A Spatial-Topology Aware Routing Framework for Generalizable 3D Scene Understanding 3d-front: 3d furnished rooms with layouts and semantics

Reference 11

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T00:34:40.570712Z digest=sha256:b6f5c90df000ca41ed6e728406eb5879fba475d7db10e4f769b09981d61b94ff

Observation 6edbd5ad-25f5-450d-b821-547c9e4d5a37 · outbound

This paper cites Pointinst3d: Segmenting 3d instances by points.

STAR: A Spatial-Topology Aware Routing Framework for Generalizable 3D Scene Understanding Pointinst3d: Segmenting 3d instances by points

Reference 12

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raw_fallback, observed 2026-08-16T00:34:41.383283Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-16T00:34:40.574507Z digest=sha256:007f42226b9a56f59ab5aa23833e410ebee3488a0bfea1bd1a9b7019ddee3c13

Observation 704b03f3-16b4-4fef-8d39-b277e472e113 · outbound

This paper cites RopeBEV: A Multi-Camera Roadside Perception Network in Bird's-Eye-View.

STAR: A Spatial-Topology Aware Routing Framework for Generalizable 3D Scene Understanding RopeBEV: A Multi-Camera Roadside Perception Network in Bird's-Eye-View

Reference 13

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T00:34:40.577954Z digest=sha256:8e8e05cbc8548c85666c1dd127e848e5e0abe187c469a5adc7f23860c0838e71

Observation 81531f29-f5f1-47c5-be1b-423f9a16fc49 · outbound

This paper cites PanoWorld: A Generative Spatial World Model for Consistent Whole-House Panorama Synthesis.

STAR: A Spatial-Topology Aware Routing Framework for Generalizable 3D Scene Understanding PanoWorld: A Generative Spatial World Model for Consistent Whole-House Panorama Synthesis

Reference 14

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no resolver link, observed 2026-08-16T00:34:40.581775Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T00:34:40.581775Z digest=sha256:19a01c6036faaded6b49f6eb46e1f6f618892f9bccce3705b6c51c8069c8764e

Observation 68c7e24b-f18d-4209-b6ee-73bcbb96e5ac · outbound

This paper cites You Only Gaussian Once: Controllable 3D Gaussian Splatting for Ultra-Densely Sampled Scenes.

STAR: A Spatial-Topology Aware Routing Framework for Generalizable 3D Scene Understanding You Only Gaussian Once: Controllable 3D Gaussian Splatting for Ultra-Densely Sampled Scenes

Reference 15

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local_arxiv, observed 2026-08-16T00:34:40.949979Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-16T00:34:40.585174Z digest=sha256:fe51ed74914ffcff86c846d612a23ae9295c0e15877f4da2ab067c86fcfe6c02

Observation 1c6add88-ba99-4e94-a144-bb6bae9cf976 · outbound

This paper cites Pointgroup: Dual-set point grouping for 3d instance segmentation.

STAR: A Spatial-Topology Aware Routing Framework for Generalizable 3D Scene Understanding Pointgroup: Dual-set point grouping for 3d instance segmentation

Reference 16

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-16T00:34:40.588456Z digest=sha256:3dd2b3dcaefa48e1b913f764a7f2e0524aa7ff0fdf214afcbd68c634175e7654

Observation cd871de7-7c34-4756-afdb-9686f83ee47b · outbound

This paper cites an unresolved cited work.

STAR: A Spatial-Topology Aware Routing Framework for Generalizable 3D Scene Understanding Unresolved cited work

Reference 17

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

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Observation e5de4ac7-d7b3-4673-a743-252145904b49 · outbound

This paper cites Danet: Dimen- sion apart network for radar object detection.

STAR: A Spatial-Topology Aware Routing Framework for Generalizable 3D Scene Understanding Danet: Dimen- sion apart network for radar object detection

Reference 18

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

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Observation 8415daee-61c7-4eea-8b7d-32bb62c7396e · outbound

This paper cites Sat2RealCity: Geometry-Aware and Appearance-Controllable 3D Urban Generation from Satellite Imagery.

STAR: A Spatial-Topology Aware Routing Framework for Generalizable 3D Scene Understanding Sat2RealCity: Geometry-Aware and Appearance-Controllable 3D Urban Generation from Satellite Imagery

Reference 19

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T00:34:40.597543Z digest=sha256:293d4ee3700acc2f08296d8060984635d00467f36b7ecaf94f3cc65196c99537

Observation ab43aefe-1446-474d-b868-5eb607a27bc2 · outbound

This paper cites Unidet3d: Multi- dataset indoor 3d object detection.

STAR: A Spatial-Topology Aware Routing Framework for Generalizable 3D Scene Understanding Unidet3d: Multi- dataset indoor 3d object detection

Reference 20

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source=pdf_text observed=2026-08-16T00:34:40.600825Z digest=sha256:699344af385c030c5fdb224ad94b9b10f151c8a21631ccec904b849b428dc067

Observation e1acb0f7-4c3b-4f12-b23c-74370399ed0d · outbound

This paper cites Dusa: Decoupled unsupervised sim2real adaptation for vehicle-to-everything collaborative perception.

STAR: A Spatial-Topology Aware Routing Framework for Generalizable 3D Scene Understanding Dusa: Decoupled unsupervised sim2real adaptation for vehicle-to-everything collaborative perception

Reference 21

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-16T00:34:40.603945Z digest=sha256:3a764177ebbe0579fc258d3390dc225d830a5636784850ab19469ddd58ec8c7b

Observation fe48bf5f-fc88-4a68-af0c-a2a7fabe1427 · outbound

This paper cites Pointpillars: Fast encoders for object detection from point clouds.

STAR: A Spatial-Topology Aware Routing Framework for Generalizable 3D Scene Understanding Pointpillars: Fast encoders for object detection from point clouds

Reference 22

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raw_fallback, observed 2026-08-16T00:34:41.329586Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-16T00:34:40.606917Z digest=sha256:28d691888a480262da82d67b53c72fd1ed89d8099c3a0ad5bbec049ecf9dbef4

Observation 706c6cfb-6cd0-4e4e-88d6-61c870561f58 · outbound

This paper cites Sparse Mixture-of-Experts are Domain Generalizable Learners.

STAR: A Spatial-Topology Aware Routing Framework for Generalizable 3D Scene Understanding Sparse Mixture-of-Experts are Domain Generalizable Learners

Reference 23

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T00:34:40.609920Z digest=sha256:2d7112633440c731399e62cb040c83f846ceb4d52a0246b8ff974acb1aea940d

Observation b6e880dc-246b-4e38-8225-a430b5a57d56 · outbound

This paper cites Ragtrack: Language-aware rgbt tracking with retrieval-augmented generation.arXiv preprint arXiv:2603.03617, 2026.

STAR: A Spatial-Topology Aware Routing Framework for Generalizable 3D Scene Understanding Ragtrack: Language-aware rgbt tracking with retrieval-augmented generation.arXiv preprint arXiv:2603.03617, 2026

Reference 24

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-16T00:34:40.613260Z digest=sha256:f6810ceb46b7c27c7e799d5113d59d41cd012489191ed6d7c328034e578d608a

Observation 94a018f2-b156-4d74-8b54-3e4d88c5e63f · outbound

This paper cites Cadtrack: Learning contextual aggregation with deformable alignment for robust rgbt tracking.

STAR: A Spatial-Topology Aware Routing Framework for Generalizable 3D Scene Understanding Cadtrack: Learning contextual aggregation with deformable alignment for robust rgbt tracking

Reference 25

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-16T00:34:40.617081Z digest=sha256:f4745e825af67d2081dda69336390b9b95e855b7a2c786084d52aee2b86c3a36

Observation 62f3a162-914f-40d1-a78c-b02ff1e95eb2 · outbound

This paper cites Monolss: Learnable sample selection for monocular 3d detection.

STAR: A Spatial-Topology Aware Routing Framework for Generalizable 3D Scene Understanding Monolss: Learnable sample selection for monocular 3d detection

Reference 26

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-16T00:34:40.620118Z digest=sha256:ed040f258ea7923f31f64c80fef6dd9b92dd34aa4d559a2d3674edceadb33fbb

Observation 1a2ba0f2-be41-4df2-864d-2708f3c7f9e8 · outbound

This paper cites Pano2World: End-to-End 3D Generation via Unified Multi-View Sequences.

STAR: A Spatial-Topology Aware Routing Framework for Generalizable 3D Scene Understanding Pano2World: End-to-End 3D Generation via Unified Multi-View Sequences

Reference 27

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local_arxiv, observed 2026-08-16T00:34:40.844036Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-16T00:34:40.623375Z digest=sha256:81d5f5b69ce860ba1870052cf93b28d8867a92306c77d1a034855c84ac8a3698

Observation 321d912f-f4ff-479b-98ee-ac67f5f417cd · outbound

This paper cites LLaVA-SP: Enhancing Visual Representation with Visual Spatial Tokens for MLLMs.

STAR: A Spatial-Topology Aware Routing Framework for Generalizable 3D Scene Understanding LLaVA-SP: Enhancing Visual Representation with Visual Spatial Tokens for MLLMs

Reference 28

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local_arxiv, observed 2026-08-16T00:34:40.830381Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-16T00:34:40.626626Z digest=sha256:527bbba1130b86c79b66b12521deecafd60a921d85807fddfb8491ff7051b902

Observation 048b7e9e-b488-491f-a030-b80b7626843d · outbound

This paper cites Spatiallm: Train- ing large language models for structured indoor modeling.

STAR: A Spatial-Topology Aware Routing Framework for Generalizable 3D Scene Understanding Spatiallm: Train- ing large language models for structured indoor modeling

Reference 29

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raw_fallback, observed 2026-08-16T00:34:41.300863Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-16T00:34:40.630409Z digest=sha256:98aae5451199c01b26118b9d01330a563275ac488d2d50fafbc604414e5d62fa

Observation 0b1d00b8-cf37-434a-848c-189e1cabbf04 · outbound

This paper cites Representation Learning with Contrastive Predictive Coding.

STAR: A Spatial-Topology Aware Routing Framework for Generalizable 3D Scene Understanding Representation Learning with Contrastive Predictive Coding

Reference 30

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no resolver link, observed 2026-08-16T00:34:40.633775Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T00:34:40.633775Z digest=sha256:d52d66ae7f20c2749a4e42c20cfaa8160a030edd4480d6b7085d6f151233feab

Observation 574091de-7f6d-4ca7-8b8d-af016ad5598f · outbound

This paper cites an unresolved cited work.

STAR: A Spatial-Topology Aware Routing Framework for Generalizable 3D Scene Understanding Unresolved cited work

Reference 31

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T00:34:40.637749Z digest=sha256:cab4cc5deb4979f4f15a94157c05f2ce2206630f2f05a877101ae75dd8784bb0

Observation 33594673-a763-414d-b251-30ecfce97622 · outbound

This paper cites Masked autoencoders for point cloud self-supervised learning.

STAR: A Spatial-Topology Aware Routing Framework for Generalizable 3D Scene Understanding Masked autoencoders for point cloud self-supervised learning

Reference 32

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raw_fallback, observed 2026-08-16T00:34:41.285913Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-16T00:34:40.640787Z digest=sha256:462159f906bdc726b3abc2db9e34bc9f0ac36d480f829d016058af53f93f5d50

Observation 2dd2527e-32ca-47ef-9c7d-3edc7a5b48af · outbound

This paper cites Pointnet: Deep learning on point sets for 3d classification and segmentation.

STAR: A Spatial-Topology Aware Routing Framework for Generalizable 3D Scene Understanding Pointnet: Deep learning on point sets for 3d classification and segmentation

Reference 33

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raw_fallback, observed 2026-08-16T00:34:41.276196Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-16T00:34:40.643779Z digest=sha256:de5c585d18600a11b245b9e1ba551167aa8eddadb6a3e617b21b3f7ccd19afc8

Observation 35bab1e5-e501-48e4-bc54-af25e3779e41 · outbound

This paper cites Pointnet++: Deep hierarchical feature learning on point sets in a metric space.NeurIPS, 2017.

STAR: A Spatial-Topology Aware Routing Framework for Generalizable 3D Scene Understanding Pointnet++: Deep hierarchical feature learning on point sets in a metric space.NeurIPS, 2017

Reference 34

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raw_fallback, observed 2026-08-16T00:34:41.267032Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-16T00:34:40.647254Z digest=sha256:0923596fc7f468f2c411e87e2556ba9ca715e701ce844f458e4125eed071aa15

Observation 1599a0f1-91b3-4fae-bb45-8f2ec2434aae · outbound

This paper cites Pointnext: Revisiting pointnet++ with improved training and scaling strategies.NeurIPS, 2022.

STAR: A Spatial-Topology Aware Routing Framework for Generalizable 3D Scene Understanding Pointnext: Revisiting pointnet++ with improved training and scaling strategies.NeurIPS, 2022

Reference 35

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verified fuzzy
raw_fallback, observed 2026-08-16T00:34:41.257232Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-16T00:34:40.650330Z digest=sha256:87d5f4041b14f91919f8081eb8a7290efca1d9351758639c871c20fbe055c924

Observation 7bdbaf60-20f2-45c5-a1a9-19495fb02933 · outbound

This paper cites Qwen2.5 technical report, 2025.

STAR: A Spatial-Topology Aware Routing Framework for Generalizable 3D Scene Understanding Qwen2.5 technical report, 2025

Reference 36

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T00:34:41.247947Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-16T00:34:40.653362Z digest=sha256:add8e1f6b0bb247654e8c11d6802712175d66d87aac2d79c04e7d2b37391f02d

Observation 0aa11008-897a-48ab-9938-fb0a8e9bd95c · outbound

This paper cites Spreading vectors for similarity search.

STAR: A Spatial-Topology Aware Routing Framework for Generalizable 3D Scene Understanding Spreading vectors for similarity search

Reference 37

Resolution
unresolved
no resolver link, observed 2026-08-16T00:34:40.656356Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T00:34:40.656356Z digest=sha256:fcc4e7c912b96e3ba224fb8f4c1928d9ac447eef10924e41af756639ed32b6e0

Observation d0ecfe72-3b71-4be0-9c42-d58065811e38 · outbound

This paper cites Pv-rcnn: Point- voxel feature set abstraction for 3d object detection.

STAR: A Spatial-Topology Aware Routing Framework for Generalizable 3D Scene Understanding Pv-rcnn: Point- voxel feature set abstraction for 3d object detection

Reference 38

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T00:34:41.238904Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-16T00:34:40.659671Z digest=sha256:e42632faa822a870f5e553645bea2a623c48ca51b60400cb0e57cc0e595ce291

Observation 341786e8-e779-4d3b-b8ad-d813501045f5 · outbound

This paper cites Open-transmind: A new baseline and benchmark for 1st foundation model challenge of intelligent transportation.

STAR: A Spatial-Topology Aware Routing Framework for Generalizable 3D Scene Understanding Open-transmind: A new baseline and benchmark for 1st foundation model challenge of intelligent transportation

Reference 39

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T00:34:41.229705Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-16T00:34:40.662870Z digest=sha256:381bc3193d199ae6e90fd2a77e5e8def1c0b8fa397a36552391fc7c7498a034b

Observation 57b7a321-d478-4609-ac64-deae620b26cb · outbound

This paper cites Mdt3d: Multi-dataset training for lidar 3d object detection generalization.

STAR: A Spatial-Topology Aware Routing Framework for Generalizable 3D Scene Understanding Mdt3d: Multi-dataset training for lidar 3d object detection generalization

Reference 40

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T00:34:41.220139Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-16T00:34:40.665956Z digest=sha256:70886cb27f28836fc78bdd740bcc73281fd3ae7e921513c5aec9eee5f60176ac

Observation 786aa616-f621-41b6-9385-ae01f7716465 · outbound

This paper cites Scalability in perception for autonomous driving: Waymo open dataset.

STAR: A Spatial-Topology Aware Routing Framework for Generalizable 3D Scene Understanding Scalability in perception for autonomous driving: Waymo open dataset

Reference 41

Resolution
unresolved
no resolver link, observed 2026-08-16T00:34:40.669424Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T00:34:40.669424Z digest=sha256:bf447fecf2e378737493e4863ee724db45ebe60a9fdb28334fbb765b6ec74ec8

Observation 39fe9dfb-7653-4b86-ad0e-1c05cce32dff · outbound

This paper cites Mean teachers are better role models: Weight-averaged consistency targets improve semi-supervised deep learning results.NeurIPS, 2017.

STAR: A Spatial-Topology Aware Routing Framework for Generalizable 3D Scene Understanding Mean teachers are better role models: Weight-averaged consistency targets improve semi-supervised deep learning results.NeurIPS, 2017

Reference 42

Resolution
unresolved
no resolver link, observed 2026-08-16T00:34:40.672600Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T00:34:40.672600Z digest=sha256:2fb4245e8ef52e55f3b4664f498ba24f0b149e4422472f87cc388c7cd1d81901

Observation b5dadde5-2170-434f-baf5-24196fcf9a7b · outbound

This paper cites Kpconv: Flexible and deformable convolution for point clouds.

STAR: A Spatial-Topology Aware Routing Framework for Generalizable 3D Scene Understanding Kpconv: Flexible and deformable convolution for point clouds

Reference 43

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T00:34:41.199821Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-16T00:34:40.675730Z digest=sha256:4843f2c24939986e6b49e8b921d1c4690031913cd7de07728594ff803d8cf322

Observation 31813a17-c91b-418d-90e5-c642b4667513 · outbound

This paper cites Rt- detrv3: Real-time end-to-end object detection with hierarchi- cal dense positive supervision.

STAR: A Spatial-Topology Aware Routing Framework for Generalizable 3D Scene Understanding Rt- detrv3: Real-time end-to-end object detection with hierarchi- cal dense positive supervision

Reference 44

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T00:34:41.190797Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-16T00:34:40.678888Z digest=sha256:b6bbe66af169c88899cde1fed7fa803e6d0b7bab9f25c8a006e01a56f9ffa68c

Observation 0baa74de-7f79-4b99-aea9-fdd076d5bbc9 · outbound

This paper cites ArtifactWorld: Scaling 3D Gaussian Splatting Artifact Restoration via Video Generation Models.

STAR: A Spatial-Topology Aware Routing Framework for Generalizable 3D Scene Understanding ArtifactWorld: Scaling 3D Gaussian Splatting Artifact Restoration via Video Generation Models

Reference 45

Resolution
unresolved
no resolver link, observed 2026-08-16T00:34:40.682102Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T00:34:40.682102Z digest=sha256:f64949f729554241e6d4138098bd635c68164f821f8efa198395a349208f75aa

Observation 108c3bac-3f87-452c-be91-f1297c87c382 · outbound

This paper cites One for all: Multi-domain joint training for point cloud based 3d object detection.Advances in Neural Infor- mation Processing Systems, 37:56859–56877, 2024.

STAR: A Spatial-Topology Aware Routing Framework for Generalizable 3D Scene Understanding One for all: Multi-domain joint training for point cloud based 3d object detection.Advances in Neural Infor- mation Processing Systems, 37:56859–56877, 2024

Reference 46

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T00:34:41.180849Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-16T00:34:40.685480Z digest=sha256:f5f09c1fadcc3f7cd28d3ee69a0d03504fe28ebf506f135b6bde947acd42c30e

Observation 053cea47-7799-44a2-a456-aeddc9bfd14d · outbound

This paper cites Point transformer v2: Grouped vector atten- tion and partition-based pooling.NeurIPS, 2022.

STAR: A Spatial-Topology Aware Routing Framework for Generalizable 3D Scene Understanding Point transformer v2: Grouped vector atten- tion and partition-based pooling.NeurIPS, 2022

Reference 47

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T00:34:41.171102Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-16T00:34:40.688408Z digest=sha256:92f5785ad86dd6df2cb22f777550c01b973c15458b542db702f54016bcc91656

Observation 746dc86d-8ed6-40ef-aade-33e95a87a6ec · outbound

This paper cites Point transformer v3: Simpler faster stronger.

STAR: A Spatial-Topology Aware Routing Framework for Generalizable 3D Scene Understanding Point transformer v3: Simpler faster stronger

Reference 48

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T00:34:41.161614Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-16T00:34:40.691332Z digest=sha256:e96d3ad8ac6868870340f601d1442745cf417523b13ad54d92f9b956a5083e3c

Observation 3b317b37-9026-430b-8a78-7d5a354d6c13 · outbound

This paper cites Towards large- scale 3d representation learning with multi-dataset point prompt training.

STAR: A Spatial-Topology Aware Routing Framework for Generalizable 3D Scene Understanding Towards large- scale 3d representation learning with multi-dataset point prompt training

Reference 49

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T00:34:41.152285Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-16T00:34:40.694318Z digest=sha256:548b5a3e8d9b0698e887943a107e44098b0c73049e95b6f143da4d85a819dd7d

Observation 38248708-b750-4ee0-b7b1-c379cd0d9913 · outbound

This paper cites Sonata: Self- supervised learning of reliable point representations.

STAR: A Spatial-Topology Aware Routing Framework for Generalizable 3D Scene Understanding Sonata: Self- supervised learning of reliable point representations

Reference 50

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T00:34:41.143061Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-16T00:34:40.697253Z digest=sha256:61b042eddfa626ca5df94ce72dece4920c66a1ddd01933d4c10584286c170bbe

Observation cdce4008-7b9a-4e82-8b4e-46d156933c51 · outbound

This paper cites Beyondsparse: Facilitating mamba to enhance cross-domain 3d semantic segmentation in adverse weather.

STAR: A Spatial-Topology Aware Routing Framework for Generalizable 3D Scene Understanding Beyondsparse: Facilitating mamba to enhance cross-domain 3d semantic segmentation in adverse weather

Reference 51

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T00:34:41.133470Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-16T00:34:40.701194Z digest=sha256:ae37eb75a0dda41556d3f38f5605667ab0ca49af8e9869a9779360b0930eec5e

Observation 67dee731-fc03-4b5c-bfdb-f01a1d7c8832 · outbound

This paper cites Vit-comer: Vision transformer with convolu- tional multi-scale feature interaction for dense predictions.

STAR: A Spatial-Topology Aware Routing Framework for Generalizable 3D Scene Understanding Vit-comer: Vision transformer with convolu- tional multi-scale feature interaction for dense predictions

Reference 52

Resolution
unresolved
no resolver link, observed 2026-08-16T00:34:40.704165Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T00:34:40.704165Z digest=sha256:6fd74a8dfbe4f5c18e9e9af7f31d7a9a08e1ad6fcc02cd6560557262dd5cba44

Observation 171f4e50-5a52-4bb4-a127-30473877ca46 · outbound

This paper cites Pointcontrast: Unsupervised pre- training for 3d point cloud understanding.

STAR: A Spatial-Topology Aware Routing Framework for Generalizable 3D Scene Understanding Pointcontrast: Unsupervised pre- training for 3d point cloud understanding

Reference 53

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T00:34:41.118819Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-16T00:34:40.707394Z digest=sha256:4c1b3a8f0c012c107eceaa05f9c285714503696c7b3e0bd01ca7f2efdf2ea2dc

Observation 3b5506c0-fd64-4bbc-9149-3d93e590fe91 · outbound

This paper cites AdaptSplat: Adapting Vision Foundation Models for Feed-Forward 3D Gaussian Splatting.

STAR: A Spatial-Topology Aware Routing Framework for Generalizable 3D Scene Understanding AdaptSplat: Adapting Vision Foundation Models for Feed-Forward 3D Gaussian Splatting

Reference 54

Resolution
unresolved
no resolver link, observed 2026-08-16T00:34:40.710399Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T00:34:40.710399Z digest=sha256:22cb8ed88e2e2edf11a88bc1eb37690341facefa4d606e7a46176db7f782b84e

Observation 3449f6b0-61c7-4c0f-858e-251342b9c9ac · outbound

This paper cites Cbdmoe: Consistent-but-diverse mixture of ex- perts for domain generalization.IEEE Transactions on Mul- timedia, 26:9814–9824, 2024.

STAR: A Spatial-Topology Aware Routing Framework for Generalizable 3D Scene Understanding Cbdmoe: Consistent-but-diverse mixture of ex- perts for domain generalization.IEEE Transactions on Mul- timedia, 26:9814–9824, 2024

Reference 55

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T00:34:41.109261Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-16T00:34:40.713908Z digest=sha256:d3c312270f17bb6c611f6be642838079a41199eb93a915e7abf9c21a02e25d0c

Observation 7697e855-6bcf-49c9-81eb-9e5c84bbd7de · outbound

This paper cites Limoe: Mixture of lidar representation learners from automotive scenes.

STAR: A Spatial-Topology Aware Routing Framework for Generalizable 3D Scene Understanding Limoe: Mixture of lidar representation learners from automotive scenes

Reference 56

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T00:34:41.099008Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-16T00:34:40.716803Z digest=sha256:d0187254f96b745a8ac419947e5efe9d1aa5922d640966b9afcdeaba4e80cb77

Observation 29f7f49b-dec4-4934-9756-ee7a184d82ea · outbound

This paper cites Habitat-matterport 3d semantics dataset.

STAR: A Spatial-Topology Aware Routing Framework for Generalizable 3D Scene Understanding Habitat-matterport 3d semantics dataset

Reference 57

Resolution
unresolved
no resolver link, observed 2026-08-16T00:34:40.719796Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T00:34:40.719796Z digest=sha256:26655c67bb0ccddb08b95202008b9070656f5feb866faf9a44d3bffcc03602a8

Observation b94eee98-4b4f-493f-aa4f-c646dde3aa67 · outbound

This paper cites Uni3D-MoE: Scalable Multimodal 3D Scene Understanding via Mixture of Experts.

STAR: A Spatial-Topology Aware Routing Framework for Generalizable 3D Scene Understanding Uni3D-MoE: Scalable Multimodal 3D Scene Understanding via Mixture of Experts

Reference 58

Resolution
unresolved
no resolver link, observed 2026-08-16T00:34:40.722994Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T00:34:40.722994Z digest=sha256:73c709db3ff6f82095a4d48b800d6986c47593c8d88f5b7b491d51e5f675df70

Observation 8ee9bcfa-e4c2-473e-9202-0874d8f11b15 · outbound

This paper cites Con- certo: Joint 2d-3d self-supervised learning emerges spatial representations.

STAR: A Spatial-Topology Aware Routing Framework for Generalizable 3D Scene Understanding Con- certo: Joint 2d-3d self-supervised learning emerges spatial representations

Reference 59

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T00:34:41.084042Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-16T00:34:40.726389Z digest=sha256:d8b350b93b76ef6c4d784b99c863b9314e92e2fbff71f024ed7fdaa4c272819c

Observation 78133ed3-e316-4083-aa16-0eba3929c27f · outbound

This paper cites Structured3d: A large photo-realistic dataset for structured 3d modeling.

STAR: A Spatial-Topology Aware Routing Framework for Generalizable 3D Scene Understanding Structured3d: A large photo-realistic dataset for structured 3d modeling

Reference 60

Resolution
unresolved
no resolver link, observed 2026-08-16T00:34:40.729489Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T00:34:40.729489Z digest=sha256:525c4bc759d4f13abb8d87a6fcad3479c187a1b408721e9729082d5a58bc70ee

Observation 0a838894-840f-4048-806c-ad0094793ddb · outbound

This paper cites Meta-dmoe: Adapting to domain shift by meta- distillation from mixture-of-experts.Advances in Neural In- formation Processing Systems, 35:22243–22257, 2022.

STAR: A Spatial-Topology Aware Routing Framework for Generalizable 3D Scene Understanding Meta-dmoe: Adapting to domain shift by meta- distillation from mixture-of-experts.Advances in Neural In- formation Processing Systems, 35:22243–22257, 2022

Reference 61

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T00:34:41.068774Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-16T00:34:40.732423Z digest=sha256:bc0f40e1a23cd5585f1eed2655a84a3ec3c30dc9bf1d4b234214d20935c1fa25

Observation fd452d89-3560-498b-9302-949abb87083f · outbound

This paper cites Uni3D: Exploring Unified 3D Representation at Scale.

STAR: A Spatial-Topology Aware Routing Framework for Generalizable 3D Scene Understanding Uni3D: Exploring Unified 3D Representation at Scale

Reference 62

Resolution
unresolved
no resolver link, observed 2026-08-16T00:34:40.736464Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T00:34:40.736464Z digest=sha256:4a01669c7cd8f21e96311a8602646cc41d69508291d899f817823a3578c25e92

Observation 1d909fe2-310a-47a9-999d-3f315f81fa03 · outbound

This paper cites V oxelnet: End-to-end learning for point cloud based 3d object detection.

STAR: A Spatial-Topology Aware Routing Framework for Generalizable 3D Scene Understanding V oxelnet: End-to-end learning for point cloud based 3d object detection

Reference 63

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T00:34:41.059119Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-16T00:34:40.740102Z digest=sha256:1f77d9df9d2613d85814e93449742801685c7a7fad4dc6bd80b2e790b51377c3

Pith citing papers

No inbound Pith citation observations are available.